Another related work is group-sparse signal denoising (GSSD),
which is also known as overlapping group sparsity (OGS) with non-convex regularization [1]},
where mathematical derivations and proofs have been given in detail to show that non-convex regularization can be used to promote group-sparsity,
while maintaining convexity of the problem as a whole.
